Problem & impact
Refineries, chemical plants and substations still rely on a patchwork of generic MCU nodes, discrete gas detectors and separate vibration or acoustic sensors.
- Gas detectors are often far from the actual leak – alarms trigger late or not at all.
- False alarms and nuisance trips lead to alarm fatigue and raised thresholds.
- Generic MCUs running TinyML in software burn too much energy per inference, limiting sampling rates and analytics richness.
GuardianEdge aims to:
- Enable earlier detection of leaks and anomalies using fused gas + acoustic + vibration features.
- Support dense deployment of battery-powered nodes with multi-year coin-cell lifetime.
- Reduce unplanned downtime and maintenance truck-rolls while improving worker safety.
Solution – GuardianEdge SoC
GuardianEdge is a domain-specific multimodal sensing SoC that integrates:
- Configurable analog front-ends for gas and environmental sensors.
- Acoustic/vibration front-ends for machine and infrastructure monitoring.
- Fixed-point digital front-ends, feature extraction and a TinyML/rule engine.
- A deeply event-driven power and clock-management state machine.
The SoC is radio-agnostic and connects cleanly to sub-GHz, NB-IoT/LTE-M, Wi-Fi or 5G modems.
In our current MATLAB/Simulink proof-of-concept, gas and acoustic signals are processed through dedicated digital front-ends (Gas_DFE and Acoustic_DFE). Each channel computes a severity level; a fusion engine combines them into a fused severity and a critical_alert signal, which drives the future hardware power FSM and alert outputs.
Technology & verification
Core technology
- MATLAB/Simulink models for gas and acoustic channels, including synthetic leak profiles and machine noise.
- Fixed-point digital front-ends designed to map cleanly to HDL (Gas_DFE, Acoustic_DFE).
- Multimodal fusion logic with tunable thresholds and severity levels.
- Architecture designed for separate always-on and active domains for deep event-driven operation.
Verification & safety roadmap
- Planned UVM-based, constrained-random and coverage-driven verification at SoC/IP level.
- Functional & code coverage plus assertion-based verification of key safety properties.
- Design-for-test: scan insertion, memory and logic BIST, analog loopbacks.
- Architected to support IEC 61508 / ISO 13849 system-level safety, with EMC and cybersecurity standards (IEC 61010 / 61326 / 62443) and secure boot / hardware root-of-trust on the roadmap.
Technology & product roadmap (0–24 months)
- Finalize MATLAB/Simulink and fixed-point models.
- Implement HDL-compatible Gas_DFE and Acoustic_DFE.
- Bring up initial FPGA prototype and demo node.
- Refine GuardianEdge SoC micro-architecture.
- Run synthesis and PnR experiments at 22/28 nm.
- Integrate TinyML engine on a soft-core MCU and start pilot discussions.
- First MPW tape-out of GuardianEdge GE-SoC v1.
- Evaluate silicon and system performance.
- Run field pilots using reference modules.
- Initial commercial deployments.
- IP licensing discussions with MCU/SoC vendors.
- Expansion of the TinyML/SDK ecosystem.
Business model & target customers
Platform business model
- SoC & IP – GuardianEdge SoC sales; licensing key IP blocks such as AFE, DSP and power manager to MCU/SoC vendors.
- Modules & reference designs – pluggable sensing modules for OEMs and system integrators.
- Software / SDK / services – configuration tools, TinyML deployment and design-in support for key accounts.
Target customers
- Industrial gas and safety detection OEMs.
- Predictive maintenance and condition-monitoring vendors.
- Energy and infrastructure operators (substations, pipelines, storage).
- Building automation and industrial system integrators.
Future features – 5G/6G & ISAC
Short term – 5G/IoT-ready endpoint
- GuardianEdge acts as a radio-agnostic sensing endpoint behind sub-GHz, NB-IoT/LTE-M, Wi-Fi or 5G modems.
- Nodes transmit compact multimodal feature vectors rather than raw signals.
- Edge and cloud platforms perform higher-level ISAC analytics and digital twin modelling.
Long term – integrated sensing and communication
- Add ISAC-DSP blocks to ingest RF features (e.g. channel state information) from 5G/6G radios.
- Fuse RF with gas/acoustic/vibration data for occupancy mapping and dynamic safety zones.
- Vision: GuardianEdge becomes the multimodal sensing backbone for 5G/6G-enabled factories and critical infrastructure.
Team & traction
Senior SoC engineer working on advanced IP and various System-on-Chip projects. Experience from RTL to GDS and architecture of low-power, high-speed designs. Previous recognition in global deep-tech and innovation competitions.
Background in molecular biotechnology, baculovirus expression systems and biosensing. Provides a path to future bio-safety and lab-sensing variants of GuardianEdge.
Contact & collaboration
We are looking for industrial safety, energy and infrastructure partners interested in:
- Co-defining pilot use-cases and datasets.
- Evaluating early GuardianEdge FPGA and silicon prototypes.
- Exploring SoC/IP licensing and joint product development.
For more details or to discuss potential collaboration, please reach out at:
Contact: taipvo993@gmail.com